AutomationMart
Home/Browse/Community insights using Qdrant, Python and Information Extractor
n8n

Community insights using Qdrant, Python and Information Extractor

n8nn8n23 modulesv1.0
OpenAI

This n8n template is one of a 3-part series exploring use-cases for clustering vector embeddings: Survey Insights Customer Insights Community Insights This template demonstrates the Community Insights scenario where HN commments can be quickly grouped by similarity and an AI agent can generate insights on those groupings. With this workflow, Researchers or HN users can quickly breakdown community consensus on a particular topic and identify frequently mentioned positives and negatives. Sample

At a glance

Community insights using Qdrant, Python and Information Extractor is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects OpenAI. It's free to download. Follow the 5-step import below to go live in minutes.

Platform
n8n
Connects
OpenAI
Modules
23
Price
Free
Version
v1.0
Community insights using Qdrant, Python and Information Extractor workflow diagram

About this workflow

This n8n template is one of a 3-part series exploring use-cases for clustering vector embeddings: Survey Insights Customer Insights Community Insights This template demonstrates the Community Insights scenario where HN commments can be quickly grouped by similarity and an AI agent can generate insights on those groupings. With this workflow, Researchers or HN users can quickly breakdown community consensus on a particular topic and identify frequently mentioned positives and negatives. Sample Output: How it works HN comments are imported via the Hacknews API node. Comments are then inserted into a Qdrant collection carefully tagged with the Hackernews API metadata. Comments are then fetched and are put through a clustering algorithm using the Python Code node. The Qdrant points are returned in clustered groups. Each group is looped to fetch the payloads of the points and feed them to the AI agent to summarise and generate insights for. The resulting insights and raw responses are then saved to the Google Spreadsheet for further analysis by the researcher or the HN user. Requirements Works best with lots of comments! Qdrant Vectorstore for storing embeddings. OpenAI account for embeddings and LLM. Customising the Template Adjust clustering parameters which make sense for your data. Adjust sentimentality setting if comments are overwhelmingly negative at times.

n8n

How to import this n8n workflow

  1. 1

    Download the workflow JSON file after purchase.

  2. 2

    Open n8n → click the menu → Import from File.

  3. 3

    Select the downloaded JSON and import.

  4. 4

    Set up credentials for each node that requires them.

  5. 5

    Click Execute Workflow to test, then activate.

Setup guide

Setup guide included

Purchase to unlock the full step-by-step guide

Related N8n workflows

Generate email responses with Perplexity AI and 2 ChatGPT prompts and send via Gmail

Generate and send email responses using Perplexity AI and 2 ChatGPT prompts via Gmail. Streamline communication by crafting AI-driven replies and dispatching them effortlessly.

Free

Create TikTok videos with GPT-4o, Digital Twins, Veo 3 and Telegram

Create TikTok videos grounded in real human insight. One agent researches viral trends, gathers authentic audience feedback on your product to inform script creation, tests script variations with target audiences to identify the most resonant script option, generates the video, and sends it back to you on Telegram. Description Most AI video tools generate content based on assumptions and AI guesswork. That's why content often looks and feels the same. This workflow grounds every creative decisio

Free

Update Google Sheets rows with AI-generated content from 2 ChatGPT prompts

Automatically update Google Sheets rows with AI-generated content from ChatGPT. Enhance your data by integrating Google Sheets and ChatGPT for dynamic content updates.

Free

🤖 Create Your First AI Agent with Weather & Web Scraping (Starter Kit)

This workflow contains community nodes that are only compatible with the self-hosted version of n8n. How it works This template is your personal launchpad into the world of AI-powered automation. It provides a fully functional, interactive AI chatbot that you can set up in minutes, designed specifically for those new to AI Agents. What is an AI Agent? Think of it as a smart assistant that doesn't just talk—it acts. You give it a set of "tools" (like other n8n tool nodes), and it intelligently de

Free

Sync MeetGeek meeting insights to HubSpot with enriched contact data and follow-ups

Automatically enrich contact and company information, sync it to HubSpot, and generate AI-powered follow-up tasks—all based on your MeetGeek meeting data. This Make template uses MeetGeek, OpenAI, and HubSpot to streamline post-meeting sales workflows. It starts by pulling meeting participant emails and uses a Make AI agent to enrich contact and company details via Apollo and web search. The AI then returns clean JSON to create or update records in HubSpot (contacts, companies, and deals). You

Free

Gmail AI search assistant on Telegram (Gemini-powered)

Overview The n8n Telegram Gmail Assistant is an intelligent workflow that lets you search and retrieve specific Gmail emails simply by messaging a Telegram bot. Powered by advanced language models, it turns plain-language requests into precise Gmail searches, delivering results directly to your Telegram chat. This no-code automation is perfect for users who want instant, conversational access to their inbox—no Gmail tab required. Key Features Conversational Email Search: Just message the Telegra

Free

AI Assistant which answers questions with a RAG MCP and a Search Engine MCP

Build an AI Agent which accesses two MCP Servers: a RAG MCP Server and a Search Engine API MCP Server. This workflow contains community nodes that are only compatible with the self-hosted version of n8n. Tutorial Click here to watch the full tutorial on YouTube! How it works We build an AI Agent which has access to two MCP servers: - An MCP Server with a RAG database ([click here for the RAG MCP Server](

Free

Automate blog updates via Discord with GitHub and Gemini AI

Automate blog updates via Discord with GitHub and customizable AI chatbot > ⚠️ Disclaimer: This template uses the n8n-nodes-discord-trigger community node, which means it works only in self-hosted n8n instances.(works for both cloud and localhost) Who’s it for This workflow is designed for developers, bloggers, and technical writers who want a hands-free way to draft and publish blog posts directly from Discord. Instead of juggling multiple tools, you just send a message to your Discord b

Free

Reviews

No reviews yet

Be the first to buy and share your experience.

Leave a review

Sign in to share your experience with this workflow.

Log in to review
Free
No ratings yet

Create a free account to purchase workflows.

  • JSON blueprint — instant download
  • Setup guide PDF included
  • 5 downloads · valid 30 days
  • Works with n8n

Need help setting this up?

Book a 3-hour live setup session with an Agility consultant.

₹2,499/ session
3 hrs · video call
  • Configure live on Google Meet / Zoom
  • Free follow-up if workflow has defects
  • Platform expert assigned to you
Book installation session
Free